{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:No local config file found. Basic functionality will still work. Please have a look at the qkit/config/local.py_template\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QKIT configuration initialized -> available as qkit.cfg[...]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda2\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "from qkit.analysis import qfit as qfit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#reload(qfit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'data_column': 2, 'analysis_folder': 'analysis', 'show_output': True, 'spline_knots': 0.001, 'save_pdf': True, 'store': True, 'data_dir': 'd:/qkit/qkit/data', 'datafolder_structure': 'day_time', 'save_png': True, 'show_complex_plot': True, 'show_plot': True, 'debug': False, 'figsize': (15, 7)}\n"
     ]
    }
   ],
   "source": [
    "qf = qfit.QFIT()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "qf.cfg['data_dir'] = 'd:/qkit/qkit/analysis/data/SB'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latest file: d:/qkit/qkit/analysis/data/SB/165922_2dAWG_T1_hetero_40us/165922_2dAWG_T1_hetero_40us.h5\n",
      "Available data entries: [u'#iteration', u'amplitude', u'amplitude_avg', u'delay (us)', u'phase', u'phase_avg']\n",
      "Entries identified: ['/entry/data0/delay (us)', '/entry/data0/amplitude_avg', '/entry/data0/phase_avg']\n"
     ]
    }
   ],
   "source": [
    "qf.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aYRqRRQtbR1L2epj+A2StoNGcn/jY1tE0rkhyYq73z9mBOmSEG5DhGjAn3I4M15DVrgF5tRJ55m9nQ91Eznrsm2ITJbQ6AYB/9o7bbXJib0ZO9O+SpE/f93eJXWDAy3T77hSuCHzOQP9kesXNYl64NSOCfRmXeXy0IxQREYk6JTBERKRKKGtRzIzMrTyR8gUNNtThlMY5kPkHT9aaSf3c1STZeprbeuLsz3oTTAbi69MgWJdVkeTEKteQVa4Bq/CSFFMfuIxpCzbtflRE347Q0IvHq2Wg5ISUv0BCIo9mXsyzwf6c5/+KQf7xPBn7PHfzHnz5KxwziNRft2u6kIiIHJA0hURERKKuuKkUj57dgrOStsOmpbz86WTqbs+gua2jua0n0dYTa6FCx9kR24BFO+rzR7gR6a4RK91BrPM14cLTT6Tn8ckQV7vU00z2dRWS/YmmkFTetUbR3wUjzOkxC3io6Zc0WTeDkC+Oj4In8UpeL35zzYHdTzsSERGpTkp7rVEpCQwzawG8CTQFwsDLzrmnirSpD7wGHAxsBwY55+bv6bhKYIiIVA/F3uyHw7B5FTc+9zG1tv5BK1tDK1tLS1tDK1tDPdtW6DhrXUIkMeElJ/KTFK//6wKo1xxia5V5JAfoBrAkB2ICw8z6Af3atWt33eLFiyv13MX+H177C5++dA+9gtOoYXl8EerEiFAfvgx3IimhpmpkiIhItVXVEhjNgGbOuTlmVgeYDfR3zv1coM1wYItz7gEz6wA855zruafjKoEhIhJ9JSYM5qzgmU+mkhRaSWtbTStbSxv/WpLrbKLu9gwIbt/ZNs/5SXeNWO6asNw14Q/XmLuvOAvqt6HHa8tLLIpZXjFLYQdiAiNfVbvWaDN4LAlkc5l/ClcGPqeJZbI4nMTIUG8evv+/EBMf7RBFRETKrEoV8XTOrQJWRb7fbGa/AEnAzwWaHQ4MjbRZaGatzayJc25NZcQoIiK7t6eb/YKjGeqyhcZZi5n5yUQO+zlI+8Bq2PAbfdYupr8/D/ze8ba5OJa7xszdlsipx/WFBm255fMsZm9JIMM1IpTfEC85cXcHLznxz971Sqw7UVqqOyHVVWJCPOmZ8FyoPy+HzuZs3zdcG0jj4ZgR8PgnkDwIjr0O6jSNdqgiIiLlrtKLeJpZa6AL8G2RXT8CA4CvzOxYoBXQHFhTpP9fgb8CtGzZsoKjFRE5sBWdbrEmczOvpKTRbFUMx9XdhH/ql7xpK2gbt4qGtnlnv+BiPzRsAw0P4c2MNixxzfg93IylrinrSAAMy4Wlvc4CoHsgnQkp8wiVQ1FMkf1ZwQKyeQT4JHwy492pvNwtl5M3jILpj8GMp1iR2Jt7157KtOxE/a6IiMh+o1ITGGZWG/gYuMU5l11k9zDgKTP7AZiHt6BdsOgxnHMvAy+DN6yzYiMWEdm/FTu6IpgLG5cwa9xHXO9+p11MOofaStrYamIsBN95/Y939fidZkwIJbPUNeN314zfXSIr3UEs/se5ALxeTNHMxIQ/h7prxQ6R0inud+XkLknAubDxd5aMeYymSz5ipI3m29gOvJbdh7tSthfqLyIiUh1VWgLDzGLwkhfvOOdSiu6PJDSuibQ1YGnkS0REKkDq3HTuTZlLk2A6fX0rOWTLSmqkppM9ZT11ty6HcJCHgLDf+MM1ZrFrzsTwMfwWTuJ3l8in911F/ydnF7uiR77SLDkKSk6IlNYef1catOXKjPPJ3tGdi/xTuSYwgZdin2B5uDGfjD0bDv8PxNWp3IBFRETKSaUkMCIJiRHAL865x4tpkwBsc87lAn8BvtzNKA0RESmlQqMr6tXg3lPq0KvhelgzH9bM56hfZjPbt4qYOC+xEHbGcteYH7a24pQTz4XGh3H1mGy+yW7IDmILHTspIR5q1CtVckJTP0QqV0ZmDo6ajAidxeuh3pzpm8WgQBq3BF+Dxz+CLlfAcddD/VbRDlVERKRMKmsERjfgCmBeZIoIwJ1ASwDn3IvAYcCbZhbCK+55bSXFJiJS7exxFY3cbUz76gvmTJvCdeFlHBb7B4dt/4O6EwssSVq/DYuDTRjrjmFxOInFrjlLXCI7iPVqU5zu1aboH0rn25R5UEyCQlM/RKoer9CnNzIqhJ+08HGk5R7H6XVX8Ooh38N3L8G3L5De9HQe2nAq47Nbk5hQU4lFERGp8iprFZKvACuhzTfAIZURj4hIVVbisqQ7C2sGacZGOmQvY9kn75P+fSZJO5bAhiV0x9HdB1usBgtdSz4NncgvrhXra7Xj5VuvhLjaPFBOtSmUnBCpWoobGXV2n37Q5W+Q9R9+HfM4jX99jxfsc36MbcuI7D7ck+IlOfX7LCIiVVWlr0IiInIgK31ywrvxSM/MYUjKPHCO/m1CsOpHssak8iKLOSJuGY3sz5l26auaQPuu0PFCrv98Oz+7lqx0B+Hw7Wxj2UBcbUC1KUT2VyUmHuslcc2Ks9i440TO90/nGv94no59jlXuPVLH9oX2D0LNBlF8BCIiIrunBIaISCUpNjlB4RuOnLwgLWwtHW0pR/qWcSRL6fTZMsBbpvQy52exNWdy6Gjmu9YsCLfmV9ecrdRk6SXe1I/5M8tv5Q8RqX5KSjx6dTJq8HboDN4J9eRU349c60/j78G34fGPofOlcNzfSV1ZS38jRESkylACQ0SkknjJiVChbTl5IUaO/5r+cXGQPov/bZ3EkXHLSLCtAOQ6P7+6FowPJnPJuf2gWWfOfGsdS7NCuxxfK3+ISGkVrJPh8DEt3IVp4S6cHL+Wt46YDXPfgVmv0cB1pk1eH9I5crdJVxERkcqkBIaISCXJyMwhnu10tKV09v1GZ98SOvt+I3HHRhgF+GJoFGjJuLzjmOfaMD/chkWuBbnEkJQQzyVdewBwc+90rfwhIvukuCTn+X3OhC7XQM/7ePXJuzk3L423Y4eyMNyC10K9+TSvG8MnLNLfEhERiQolMEREylHBGhdJ9eJ44MQYetZdAStnMSF+Gm3DywlYGIA/wgfxfbgDS+M6cMtVl0HTjiycv4EHU+aRE9z35IRGV4hIcUr8O1L7IP675RweoQ/n+L/mWn8aj8S8wu2BD3h3S0/YfATUaQKUXNtHRESkvJhzLtox7LXk5GQ3a9asaIchIgLA6O9/JeWzT+kYXkiybxGdfb9R1yJ1KOLqsrbukXy8pinfB9vyY/hgNlCP+Bg/Qwd03KWQp24GpCoxs9nOueRoxxENB/K1RrdCKxU5TvD9zCB/Gj39c/H5Y+DIC5ha/3xumBzcZSRH0b9rIiIie1Laaw0lMERESqloYuHuUxvQp+4yWPEt/PENwYwfCRAm7IxFrgVzwocw17Ujo9YRvDv4CvD5lJyQakkJjAPzWqNo4WHwkhNPn1mHMzanenUy8rbyTehwRoT6MDncZeeqR0kJ8cwY3CNaoYuISDVT2msNTSERESmF1DkreeWT8ZwUXkjXmEUkb1tE6wlrvJ2BeGiezIvBc/g+3J454UPYTM2dfS0b8HkX9ZrWISLVRXHTTM7okgR0g9PuZOhDQ7gy8Dmv+h9jabgJr4d682HoVDIyoxu7iIjsn5TAEBHZHedg3UJYOh2WTefUX6bR358Nfljv6jI7fChv553O8lqdeOX2QRCI5b1hJS9dKiJSnewx6RpfnzF1LuLVzL709n3PtYFxPBDzBrcGPmRM4AzI7AQJLSo3YBER2a8pgSEigjfCYtT4ybTdOpfT4hZxUmAhcbkbvZ31WjA51Jlvwx2YFW7PUtcUMCAyuiIQC5R+6VIRkf1F/t+9sXnHMzb3eLrYYq6LGc8l4THw1Bg4rB+ccCOp65M0fU5ERPaZEhgist/bbd2JzomwYQks+5KVcyfSbeXX9LdMiIGMUAPGB4+gxdFncvSp50D91jxRitEVWrpUZP9hZv2Afu3atYt2KFVa0b97a+t1IrfXhfjahOG7l2H2G/BzKm1cO7rk9WENXUnPzGFIyrxC/UVEREpDRTxFpForqShmwSJ0jciim28epwXm06vmQuK3rwVgPfX5KnQYM8OH8034cJa7JoAVKkJXXDE7VdqXA4GKeOpaY6/t2MJjw+/nvNzRtPWtJsM14I1gL94LnUadhINU6FNERAAV8RSRA0DRpMIun+rlbWfquFHc7GZxSuw8DvctB2CTq83XuZ3oedZgaHMKXR9dhItMCSkoo8CIC42uEBHZC3G1eXbLaTzLqfTwzWWQfzxDYt7j5kAKH285Bda3hEYa5SIiIqWjBIaIVFvDJywqNCICHK2CS1kxNg3m/wHLv+ap4HZy/X5mh9vzSN5FTA93YoFrjcPH0q5nAZCYsKJUxTe1goiISNklJsSTnpnD5PAxTA4fw2HB5Qzyp3FxYCo8mwyH9uKrRhdxx+wEMrK2K0EsIiLFUgJDRKqtjMwc6rCNk30/0cP/A6f4fqKxZUIQyGoPx1zD/81pyLjNbdlGjUJ9kwokJ1R8U0Sk4hT9G/uLa8W9diO1ez1In+3j2PHNK5z063heDbfkNX9vPss8UTUyRERkt5TAEJEqq9jim+sWweIJfFxzFB1DvxBjITJdLaaHO/JluBOLa3cl9aaLADipaTpjU+bBHpITmh4iIlJxivsb26dLEtCZ3jOPJjlvMoP8aQyPeZnbA+/zdvAMXh2/jf5dBkQ3eBERqVJUxFNEqqSC9S3iyOUE38+cEfiR/rXnU2tbOgBZdQ/lg8zD+DzvKOa6Qwjh321hzZIKfYrInqmIp641KlKbwWPxrkYdJ/oWcK0/jZ7+uexwAeK6XAIn3ABNjtDfchGR/ZiKeIpItfba+G84L/w1PWLm0M23gHjLJcfFMnv7UZx01q1wyJnUS2hB47nprJqwiHBmDknFXNCqdoWISNWVXyMDjK/DR/J1+EjaBjO4qeYkBixIgR/eZm2j45mw5hQy8jrh8GkpVhGRA5QSGCISNUU/Tbu/Wxxn2PewcAyf7fgeYuCP8EF8EOrO1HAXZoYPI5fYncU3QckJEZHqbnd1iFYFWuA7+3FoHw9z3oBJz/CCfyZLrBkjQ735OHQyOXk1GD5hkd4DREQOIEpgiEhUpM5N586UHzkkuJjLArM4c9tsDpnsTQ2hWWdeDlzGR1uP4lfXHAoscZpUZGUQERGp3kqsQ3TSv+g2pi29fd9xbSCNh2JGclvgA94L9eTNzDOjGLmIiFQ2JTBEpEIUO1c5lAfLphMa8xKTfd/RLG4jQefj2/BhvJ13OvNqdyPl+otpPDedFSUU3xQRkf1DSaPpGifUYXTmiYzOPYGjbTHXBsZxnX8MfwmMhY+mwfE3QvNjKi9gERGJCiUwRKTcFSzACbA6cwujU96h8w+LaL12MuRsoq+L5YvwUTwSupgp4S5kURsAy/KOoZVBREQkX8FpJnPcoczJO5SDYzbw4qGzOWRxCsz/GJofy3dNL+H/5rVkRVau3jdERPZDSmCISLkbPmERuXm5dPP9zFm+b+nl/56Gtplty2tAx35weH/OSvXze1Z4l76JBaaIqL6FiIjA7pPa/+jVk0O6XAk7HoK577D1y2c5duW/edc14nV/L0ZldmdISm6h/iIiUr0pgSEi5ScUhOUzuGHLs/SO+46GtpmtLo5J4WMYFzqOL8JHsfD88wD45/b0XYq2aYqIiIgUp9ikdlwdOP5v9J56MB1yv+baQBp3x7zDLYGP+TB0Ku+mnUv/LgMrP2ARESl3SmCISJkVqm9RrwYPH7udU7dPhZ9TYes6BgTimBTqwpjQ8UwLd2YHsUDhApyaIiIiIuVpZVYuK0hmYm4yR9hSBgXSGOifxFU7Pof3xsDxN0Drk0j9IUPvPSIi1ZQSGCJSJvn1LZoFV3BLYAb9c2bQavpaQr44/B36wJEDmLT1CG7/7DdywnseXaEpIiIiUl4SE+JJz8wBYIFrw615NzCMS7mx1jSuXjEFFo0js14HZm7qwbrc43DEkJ6Zw5CUeYCmmYiIVAe+aAcgItXIlrUsG/so79kQpsT9H//wp/KHa8z/5V1P75jX4KI34PBz6de1HUMHdCQpIR7DG3kxdEBHXRyKiEiFua1Xe+Jj/IW2bYlpRMLZD8C/FkC/p9mUvZVhvuf5Ku5m/uFPoQHZ5OSFGD5hUZR8xqLkAAAgAElEQVSiFhGRstAIDBHZsx1bYOFYmDcKlkzlFhdiPq15MG8go0Mnspb6wJ+rh+TT6AoREalMJU5NPOYqenzYkJN887jWn8atMR9xU+BTPgl1Y2RWH6BH9IIXEZFSUQJDRApJnZvO8PELScr+gatqfkUvviEQyoF6LeGkWxj4bStmZDfapV/B1UNERESioaTkeWJCTaZndmJ6uBMHB9MZ5B/PAP90LglMgzfHwwk3wsE9Sf1xlepkiIhUQUpgiMhO47+ezdLxL/M2U2kTt4bNwXg+cSfQ5JRrOKXH2eDzcWGDdOZo9RAREamGbuvVfucKWEtcEncFr+VZu5QRR87j8BUfwDsXsLl2W37I7sGG3G444lQnQ0SkClECQ+RAF9wBi8bB3Lc547cp9PaFmRk+jGdyzyMtfCw51CBpVjwzTvdK5mj1EBERqa52/x7WmcO7XAjBu+HnVNI/Gcb9vle5Oe593g314M3gmazJa8DwCYv0XiciEmVKYIgcqFbPh7lvwU8fQM4mqJvE88Fz+DB0Kn+4JoWaZkSquudTfQsREamuin0PC8RCp4vo825Nkm0RgwJp/M0/mr/6xzI2fByvZfWlYJ2MQkuKK5kvIlIplMAQOYB8NmsJP054nb470jjGt5iQLwb/Yf2gy+XQtjvvP/LFziXoClJ9CxEROVAkJtTk+8wOfJ/Xgea2lmv8E7jIP43+cV/Da2Ph+BtI3d6ZIZ/8vHM6paaZiIhUDi2jKrKfSJ2bTrdhU2gzeCzdhk0hdW76nzvXL+a3t/7JKaNP5p68p0lgCw/mXc5JeS+Q2u4haNcTfP7dLkGn+hYiInIgKfheuNI15sHgFZwWfp55Rw6G7AwYdQXHju7JZeHR1Gbbzn5ajlVEpOJpBIbIfiB1bvrOomTgfRJ0b8pcktLT6Lo+FZZNpxUBxoeTeSd0OjPDhwEGIQrN6VV9CxEROdAVVyejY5cBEL4dFo4l/f2HuCfmbW4JfMyHoVMZGerFCtdklymXIiJSvpTAENkPDJ+waGfyIpH1XB6YxIW+aRw0KxsSWkLP+zhxbFPWUW+XvqpvISKVwczaAucARwMNgI3AXOAz59ySaMYmUlSx74U+Pxx+DrfUrE2DrAUMCqRxhX8iV/knMDGczGfx/cE5MKv8oEVEDgBKYIjsBzIyt9HVFnF1YDy9fLMwHJPDR/NO6HTe+Odg8PmInTEFVN9CRCqZmR0KPIpX/fB7YB7wB1AX6Ac8aGZTgP9zzv0atUBFysBbjjWXf+W1ZRiXckVgIpf7J9M793t4+UM4/gY+DR7LIxOXakSjiEg5UgJDpJrYbbXzIxvC/I+YEP8oh7qlZLpavBI6i7eCZ5BBI5IS4sHnlbrxLrb+nGYCqm8hIpViDDAcGOic21x0p5nVBi4DRgP6gyTVQuFpJg14r/bVtOp5L/3sS5j5AnzyV05w9ekfPIN36UF6JiryKSJSDsw5V/EnMWsBvAk0BcLAy865p4q0qQe8DbTES6w86pwbuafjJicnu1mzZlVM0CJVSNEaF03YyDWxk7mmxjTicjeRVecQHss6jVG5J7CdOMBLTgwd0LHQhZKWfBORvWFms51zyXvZN9Y5l1te7SqLmfUD+rVr1+66xYsXRzscqU7CYf499HH6b0/lFP88trsYUkInMyLUh+312jFjsJZiFREpqrTXGpU1AiMI3Oqcm2NmdYDZZjbROfdzgTY3Aj875/qZ2UHAIjN7pypdzIhES36Ni872G4MCafTxfYefMF8Fu3LKVfdQr/XJHP1DBpNLuAhSfQsRqWylfR+vau/3zrnRwOjk5OTroh2LVDM+H59sPowUDuOQ4EoG+dM43z+dywJTmLb1KPgtDAf3JPWHjF0KcGuUhojInlVKAsM5twpYFfl+s5n9AiQBBRMYDqhjZgbUxivuFayM+ESibY+fwITDHJb9FY/HjuU430KyXU1GhnrzZugM0l1jlrY5BVByQkSqPjN7rZhdO4DlwEfOud8qMSSRCpGYEE96Zg6LXXOGBK9jePBiLvNP5uqYSfD2+XBQBxZuOo1w3nFA7M5++Uux6v1cRGT3fJV9QjNrDXQBvi2y61ngMCADr8DXzc658G76/9XMZpnZrHXr1lVwtCIVL396SHpmDo4/P4H5bNZSmPMWPH88r8Y+RpKt54G8Kzh+x7M8HBzIStdYBThFpLqJAQYC7SLfHxz5uT7eCiULzKxP9MITKR+39WpPfIx/588bqcsI3wV8ffZUOO8l8McyOPgC38TdxK2BURzEpp1ttRSriEjxKrWIZ6RQ18fALc657CK7ewE/4FUpPxiYaGbTi7Zzzr0MvAxeDYyKj1qkYhVcAhWgLlsZGJ7MiWMmAJugaUdmHfMI13yXxObQn8uyqQCniFRDDrjKOfd+/gYzuwg4yzl3opn9FXgISItWgCLloXCRzz9HV57TJQloA50u5sahz3BuTio3+j/lev9oRodP4LVgHzLrHR7d4EVEqrBKS2CYWQxe8uId51zKbppcAwxzXlXR38xsKdAB+K6yYhSJhvxPWpqxgUGBNC71T6G2befLUEdOuXoktO1OshkPNlehLxGp9s4Bri6y7SMiH0wAr+OtWCJS7e1xaqcZZ/Q5n5tTDqVxbjpX+ydwof8Lzo/7ivW1kuGXbdC+D/j8KvQpIlJApSQwInUtRgC/OOceL6bZH0BPYLqZNcFbSu33yohPJJqOrbuJAds+ZIB/OoZjdPgEXgmeRVa9w5hx8Gk726nGhYjsB9YDJwNfFNh2Ml7dK/CmlewyfVRkf/TnKI1Y/pN5Fe/XuoLH2v3IkSvfhw8GQv3W/JR0KQ/+2J4NeV6dDBX6FJEDXWWNwOgGXAHMM7MfItvuxFsyFefci8CDwOtmNg8w4A7n3PpKik+k8q39BaY/xvu5H7PD7+ft0Om8EjyLDBp5S6BqeoiI7H+GAmlmNgqvaGcr4ALg5sj+Xmj6iBxAdv1woh+EBsPCMTDzeTrNH8pUXzwfBE7jjVAvVrqDVOhTRA5olbUKyVd4SYk9tckAzqyMeEQqU9Ghnw8dF+K0tW/AL6MhphbW7R9MrX0+r36xgVWZOSRpeKiI7KeccyPM7FfgSqArkA70cc5Nj+xPAXY3zVTkwOEPwBH94Yj+9B/yFNcExnONfzyD/GlMCHdlRLAPczIPjXaUIiJRUalFPEUONPkrjOTkhTjafuWmramc9sUP5AXqEHPK7XD836FmA/oAfU6IdrQiIhUvkqyYHu04RKqDdfU6cnNmO4ZyKVcFPudS/xT6xn3Hz9YO5m2Hw88Ff4zqZIjIAaPSl1EVOZAMn7CIw4K/8FbMw6TE3U9n3288kncRZ/lfgB53Qc0G0Q5RRKTSmNlvZnanmSVGOxaR6iB/OdbVNOR/wUs5YcczPBC+lhY1g/DxtfBkJxZ8cD/DUr7ZZTn21Lnp0Q5fRKTcaQSGSEXJmMtDW+/ntLgfWe/q8t+8y3gndDrbqIFlRTs4EZGo+C9wFXC/mU0GXgNSnXN50Q1LpGoquhxrg4T6HNXrVuoc9Sj8NhG+eY4jfnmCKb44Pg6czMhQb353iaqTISL7rVInMMzs3mJ27cArxJXmnNNtmcjq+TBtKCwcwzH+2vwv7xLeCJ3JNmrsbJKYEB/FAEVEosM5NxIYaWYH4y2nOhx4wczecc7dvMfOIgeoYlchO7QXHNqL3kNe4Br/eC7yf8EVgUlMCXVmRKgPX2ceWfnBiohUsLKMwDgl8pUBrABaAM2AmUBb4Dkz6+Oc+67coxSpogrOOT2h7noeaTSO5hnjIa4udL+TL2v25/XRS8kJhXb2iY/xc5tWGBGRA5hzbglwj5k9h7fM+k38uRKJiJTB5nrtuSOzJY8EL2agfzJXBD7nHf9QllhLmLMROl4EMTVKPpCISDVQlhoYPwF3OedaO+dOds61xlsKdRbecqjPA4+Vf4giVVN+gU5f1jIejXmet3bcTP30qSw65K9w84/Q/Q7OPrY9Qwd0JCkhHgOSEuIZOqCjhnSKyAHLzPxmdq6ZpQLLgATg+uhGJVJ95dfJ2EA9ng4NoNuOZxgS/juN6sTDZ/+AJ46AqQ/D5jXRDlVEZJ+Zc650Dc3WA02cc6EC2wLAaudcIzOrCaQ75+pXTKi7Sk5OdrNmzaqs04kUctbQT7hg63sM9E8ijI83QmfyUrAf8QlNmDG4R7TDExEpN2Y22zmXXA7HeRwYCOQCbwMjnXO/7utxK5KuNaQ62O0qJJ0TYemXMPMF+HU8IV+ACZzEszlnklWvg1YqEZEqpbTXGmWZQpIDHIE3EiPf4Xg1MABCu/QQ2R/lboWZz/P+9seo6d/OB6HuPBm8gLV4uTvLzIlygCIiVVYLvNoXE5xz4SjHIrLfKLZORttToe2pTJw+g7UTn+I8m0bfuKl8vfVw3k45C9xV9D+6ReUHLCKyl8qSwHgBmGBmL+EV7WwF/BV4LrL/XGB++YYnUoWEgjD3LZg2DLasZq7/WB7IuZAlrvAFgwp0iojsnnPuwmjHIHIgun/GDtJzr+J/nM8l/qlcFfic5204K0a/DXn/hs6XQVztaIcpIlKiUicwnHMPm9lK4ArgIiAdGOycezOyfxQwqkKiFIkm52DhWJj8AKz/FVocBxe9wcYNLchImQd5KtApIlJaZnYG0BM4CLD87c65QVELSmQ/lxEZHZpNbV4O9eO1UB96+77n2kAaLdJugykPsbjFAO5YcQJzs2r/OQ1FU0xEpIopywgMIsmKNysoFpEqJXVuOmPSRnP99hF09f3K5tptqXPxO9DhLDCjf0uv3S5zTvVmLyKyW2Z2MzAUGAucDYwB+gAp0YxLZH+XmBBPeoEprkECjAmfwNyaPZgxsA4r0x6lzeI3GMUbjI85lhFZfRiSkgug6xoRqVJKncAws0nAa0CKc257xYUkEn3jv56Djb+XV33TWWsJDM77C2OyevDQ9s70t50fGBY/51RERHbnJqCvc26amW1yzl1oZmcBA6IdmMj+7LZe7RmSMo+c3Y0abZHExRuvx+3oy5WBz7nMP4Wz42YyN9yOT8adS/9Od4K/TJ95iohUmLIsozoDeAhYZWYvmFnXCopJJHrycuCLRzj18970tpk8FzyH03Y8xvuhHmzJ80ZbiIjIXmvqnJsW+T5/GbRxeHW0RKSC9O+StMdl3TMyc8igEcOCl3H8jme5N+8qEtjMf/Ieg6eOgq+ehJxN0X0QIiKUrQbGfcB9ZtYDr4L4VDNbBoxwzj1RMeGJVIxdlhs781D6x34LE++DrBVMCx3Lf4OXsdI1LtQvQyuMiIjsi7Vm1sQ5twZYaWbHAesp2wcqIrIX9jRqtOAUk23U4M1QL94KncGFdX7mkQbTYdJ98MUj/N78XIakd+O77PqaOisiUVHmCwbn3BTn3JV4q5AsBx4t96hEKlDq3HSGpMwjPTMHBzTIWkCLTwfAR4OgRgJcPZaHag3ZJXkBWmFERGQfvY9XwBPgVWAqMBd4L2oRiQi39WpPfIy/0LYaMTGc2PdyuHoMXD+d5U3PoPnvo3hvx028EjOcltmzGJLyE6lz0wv1S52bTrdhU2gzeCzdhk3ZZb+IyL4ocwLDzI4ysyeBX4COeMW4RKqN4RMWkZMXoiFZPBJ4iU9j76ElqxgWuAGu/wJan7TbN3KtMCIism+cc3c5596NfP80cDreymY3RTUwkQNcSVNMaNaJy9ZdRbcdT/NM6Dw6+5bwXux/SbHbWTD2eQjuAHb9kCg9M4chKfOUxBCRclOWIp7/AK4BOgCfApcDE51zbo8dRaqY1Zlbudw/mdsCH1CTHbwS6sszwfPYuqMmg31e0iL/DVsrjIiIVBzn3NdFt5lZtnOubjTiETmQlVSYPCMzB0cCTwQv4PngOZzrn8Eg/3juCj4LT3wAXf/CK98cSk5eXKF+OXkhhk9YpGsoESkXZSkpfCXwCvCecy6zguIRqVgrZzE2/l46uN+ZETqCe4NXs8R5b6hJRaaHaIUREZGosJKbiEhlK1gnYwexjAqdxqhQd86ts5inEr+GaUNJcTGkBrrxWqg3i1zLnX1VQ0xEyktZinhq1RGpvrZthEn3w5w3aVXjIP697WZS8o4l/zpZ00NERKoMjewUqYJ2vxRrgNP6XgRd/gXrfmXsi/dwDlO4ODCNr0JHMCLUl2nho0hMqFXoWLsUU9coVxEppTIt6mxmHYDuwEEU+ITEOfef8g1LpJyEwzD3TS95sT0bTriR+O6DOeXnbL7VG6eIiIhIqZQ4vfagQ/Gd/TinpXzDeeGJXBn4nJH+4Sx1zcg+9C+QexzE1tpZJyM/EZJfJ6PgOUREimOlLWFhZpcCrwM/AZ0i/x4FfOmcO72iAtyT5ORkN2vWrGicWqq41LnpfJT2Of/e/ixH+35jfcNkGl30DDQ5PNqhiYhUO2Y22zmXXEnnqlI1MHStIVI2+aMr1mZu5rI6P3BLrYnUz5znrfR2zNX0n3UEP2TV2qVfUkI8Mwb3iELEIlIVlPZaoywjMO4CrnDOjTKzTc65rmY2CK+op0iV8dms31n92X8YaZ+RbTX5V+7fGb/2VIZm1KN/k2hHJyIiJVANDJFqrHANsXPB3QsrvoWZz8PXT/NRGMbFHMeIYB9+dO129lOdDBEpjbIso9oS+LDItjeBK8ovHJF9tHQ6ncf25W++T/gsfCKn7xjOJ+GTyckLM3zComhHJyIiJZse7QBEpByZQcvj4aI34Z8/8GHgbLr7fuDTuHv5KPZ++vpm4idEYpFi6iIiu1OWERiZQL3Iv2vM7DBgA7DrGDCRyrZtI0y8F+a+hQs3ZmBwCDPCHQs1UWZfRCT6zKwtcAmQ5Jy70czaAwHn3AIA51zfqAYoIhWnfivizx7GaSkD6BeewjX+8Twf+zTp7iA2HXw1bD8GatQDVOhTRHavLAmMScB5wEhgVOTnPCCtAuISKVahN7R6NXiy41K6/jLMS2J0u4VrZh3P71nhXfopsy8iEl1mdgaQAkzFKwp+I9AIuBvoE73IRKSyeEmIYxk+oR5vZZ7JhXXm8391J3PkguGw+AXoPJDP657HkAlZKvQpIrsodRHPQp3MDLgUqAu84ZyLykfbKqx14ClYufogNvFwzGuc4Z/NpoQjqX/xC9Cs0y7VrcFbJnXogI560xMR2QvlVcTTzGYDdznnxkfqadU3s3hgmXOuSlYp0rWGSCXJ+AFmvgDzPyYcDjIpdDQjgn351nUgvzSOCn2K7L9Ke61RlhoYOznPu865FwsmL8xs3t4cT6S0hk9YRE5ekPN805kUdxsn+37iobyBnJNzPzTrBHiZ+aEDOpKUEI/hvdkpeSEiUiUc7JwbH/neAUSuI2KiF5KIVAmJnWHAS3DLPJ4PnkuybxEfxD3ImNi7GOD7khiCmg4sImWaQlIarcv5eCKF5GVm8Epk1MWs8KHcnvdXfneJWFZuoXaFK2CLiEgVscLMjnTOzc/fYGZHAcuiF5KIVCl1m/Fe7at4JrM/5/m/YpA/jcdjX2Swe5/UmL6w9Tio1SjaUYpIlOzVCIw9KPt8FJHScA5+/IBJNe7gZN9PPJg3kIty7+V3lwiovoWISDXxNJBiZpcDfjM7H3gbeCK6YYlIVXJbr/b4YuJ5P9SDM3Mf4crcO1hIa/4afBeeOAI++wes/SXaYYpIFJT3CAyR8rd5NYz5FywaR179zly8/ip+Cf05VTo+xs9tvdpHMUARESkN59wrkTpadwB+4D/AE865t6IbmYhUJfmjaPOLti+pezwbe10FSZvh2xfgx/dhzpusPehE/pfZg082d6BZQi2tVCJyANirIp7FHsws2zlXt9wOWAIV1joAzP8Yxvwbgtuhx91w/A2k/rhay2qJiFSi8iriWR3pWkOkCtq6gZ/HPEWjn9+ksW3it3Air4X6kOY7lfsGJOu6UKQaKu21hkZgSJWSv0Tq5swNPFLzLXqHv4CkZDjvRWh0CKD6FiIi1ZWZHQJkOufWmVlN4HYgCDzqnNse3ehEpNqo1ZDrlnZn7Y5jOMs3k2sD43g4ZgS3uQ8YPaYXHPwQ1E3ceV2pD71E9h/lncD4o5yPJweQ/OVPOwXn81jcCzQNbeQZdwEtj76Xcxu1inZ4IiKy794FrgHWAcOA7kAu0Bz4W/TCEpHqJiMzB0eA1PBJpOZ2o6st4tpAGpcHU+DJT1mR2Ju3l59Iel5rANIzcxiS4i2YqCSGSPVVpiKeZlbPzC4zs9sjPzc1s8T8/c65I8s7QDlwPDl+Pje7t3kv9iHynJ8Lcu/nsdwBPDJxSbRDExGR8nEwsCDy/fnAOUCvyL8iIqVWuIC78b3rwN/y/sXFcc9D1+touHISH/nvZFTsA/TyfYePMDl5IYZPWBS1mEVk35U6gWFmRwO/AYOBeyKbOwHPVEBccqBZ+wvP5dzG3wKjeT/UnbNyh/KDawegNb9FRPYfhrf6SAdgm3NumXNuA1AnynGJSDVzW6/2xMf4C22Lj/EzsM+p0GcYx29/lgfzLqcZG3kp9km+iP0X1/rHkZ25IUoRi0h5KMsUkqeA251zI81sU2Tb18DI8g9LDhjOwbcvwcR7SfTF8ZfcW5kUPqZQEy2RKiKy3/gWeA5oCowDMLPWwMbohSQi1VHRlUqK1riok9CQEZl9GRnqzRm+WVwbSOOemLf5d8zHMH4OHHc91G+tOhki1UxZEhhHAK9HvncAzrktZlarvIOS/VPRN4i7ujem7+8Pwq/j4ZAzmdn2LmaMWw3h0M4+WiJVRGS/cj3wMF7C4j+Rbcfi1caoFGbWFrgLqOecu6Cyzisi5W9Phd1v69WeISnzyMmDCeFjmZB7LMkxy3ii1QxqffcyfPsiGU178NHKk0jPOwQw1ckQqQbKUgNjHdCy4AYzawekl9TRzFqY2VQz+8XMFpjZzbtpc5uZ/RD5mm9mITNrUIb4pArLL9CZnpmDA5Ky5nB0Wj9Cv02GPo/AZaPoc0Jnhg7oSFJCPAYkJcQzdEBHvYGIiOwnnHPLnXMDnXPXRKaO4Jwb5ZwbUpr+Zvaama01s/lFtvc2s0Vm9puZDS4hht+dc9fu/aMQkeqgf5ekXa4rLx/QnxZ/eRdumQfdbqHWqpm87b+fz2Lv5lzfV8QQVJ0MkSquLCMw3gDeN7PbADOzY4DHgFdK0TcI3Oqcm2NmdYDZZjbROfdzfgPn3HBgON7B+wH/cs5pSOl+YviEReTkhfAR5iZ/KjcHPuYP15i/BIYy8rjrdrbTEqkiIvs3M2sIdAUOwquJAYBz7s1SdH8deBbY2dbM/HjTUs4AVgLfm9lngB8YWqT/IOfc2n2JX0Sqj2KvK+smwun3cfykjgzwT2eQP42nYp9niHuPN4Nn8F5mz8oPVkRKpSwJjP8BtfHmrNYGpgJPR772yDm3ClgV+X6zmf0CJAE/F9PlUuC9MsQmVVxGZg6N2cRTMc9xgv9nPgl14+68QWzL/f/27js8qmrr4/h3ZZJApMVCuQQRFS92wRsVxIKKggVFrGChqFgRr8qr2PWqiNiuBRXFDmKLEQsEFbtYgqDYuIqVCIolgBBT1/vHTGCICSSQzJmZ/D7PkyczZ/acrO3BmT1r9l5b9S1ERBoLM+sNPEN469RMoDDy+1uikhI1cfc3IzUzou0OfO3u30T+xhTgCHcfAxy2nnEOB4YDdOzYcR2tRSRRbZKZyaTC3kwu3599Uz5hWGga/5f2JOem5cLz70H3M6G1ljKLxJNaLyFx93J3v8TdWwJt3L2lu1/m7hV1+YORgUc3woW8qnt8I6Av4QFOdY8PN7N8M8tfsmRJXf60BGhAi8+Z1uRidklZwIWlp/Pv0rNYQYYKdIqINC43ANe4e2vgz8jv/wD3bMA5s4Afo+4vjByrlpltamb3AN3MrNqlK+4+wd2z3T27devWGxCaiMSzyp1MnBRer+jKyaWjObx8HIu3OBzmToa7dofHjoKvXw0XnheRwNV6BoaZtQJK3L0I+N3MhgClwGT32v0fbWbNCScmznP3ZTU06we8U9PyEXefAEwAyM7O1itJvCsvhVev4ebS25lPR84qGcECD48rVaBTRKTR2Qa4LXK7cvnIWOAr4Jb1PKdVc6zG8UGk9sYZ6/m3RCSJVLeTybA+h9Kp23BY8SvkPwAf3AePDeBb25wJJX14r3lvRvbdWUueRQJSlyUkLwLnAx8AVwGnEq5tsQNwybqebGZphJMXk9w9Zy1Nj0fLR5LD8sXw1FD44V3IHsb8dufw1yvfY9qmSkSksVoJNIn8/s3MOgJ/ABtvwDkXAptH3e8A/LQB5xORRqTGOhnNNoN9/4+pzY7h3akTOIkXGZN2P7/99QRPPnsg0/4aycE9uq5qru1YRWKjLgmM7YDZkdsnEC6WtQx4h3UkMMzMgInAF+5e4zcskVke+wIn1iEuiUffvwtPDYHi5TDgPtj5WA4HDs/eOujIREQkOO8C/Qlvm/oSMBUoBmZtwDk/BLYxsy0J74x2PDBoA+MUEQFg7CvfUlCyF1PoSfeULzglNI3TU56lPG8qLDoaepxF7uLNIlu2lgNoO1aRBlSXBEbI3cvNbAsg3d0/AzCzzFo8tydwEjDPzOZGjl1CZFtWd69c+3okMMPdV9QhLokDq7POK/l385c5p/xRUjbZEk7KhbbbBx2eiIjEhxNZXX9rFHAB0IJaLh8xs8eBXsBmZrYQuNLdJ5rZOUAe4Z1HHqgco4iIbKifCosit4z3KrbnvYrt2cIWMzSUx5AvnodPprCFbc/e5X14hX9REXmJq9yONTqBoVkaIhuuLgmMeWZ2GeGkwwwAM/sH8Oe6nujub1P9GtWq7R4ivEWaJJDcOQWMzplHqHQ5d6VN4JCyD5jhu1Oyx50c1lY1LkREJCxSR6vy9l/AdXV8/sAajr9EeEaHiEi9ap+ZQcGqJEbY996O+5qfwZCRE2DOo7TJu40J6bfyXUVbHrcFeSEAACAASURBVCrvw1Pl+7KCjKjkx+rxsmZpiGyYWu9CAowADiZcgOuayLEDiSQzpPEalzefDmXf81z65RyUks91pYMYXjySMTMLgg5NRETijJn1MLMRZnZJ9E/QcVVlZv3MbMLSpUuDDkVEAlS5U0m0VYXoMzJhzxEMbHoPZ5Wcy2+05Kq0R5jV5BwuTX2MXVsuX/WccXnzVyUvKlXO0hCR2qv1DAx3n0t4KUj0sUeoxb7tkty6LZvJjekTWEFTTii5lPd9O4A1ss4iIiJmdhXhJaRzgejlog5cH0RMNXH354Hns7OzTws6FhEJTnU7lVRd+nF+3+0ZnVPOSyXd6WpfMyx1GkND0zm1ZDo8+RJ0P4ufCldS3YR0jZdF6qYuS0gwsxDhGRitifo/0N3frOe4JBFUlMPM/3Bn+h18WPFPzi4ZyS9RheTbZ2YEGJyIiMShM4C93P2DoAMREamtGncqiXocwkmOjws7M7bZ/9Fkn5b0WTEVZj8Enz/Hixmduae4Ly9V7E5Z1EcwjZdF6qbWCQwz2xXIIVwDwwknMBwoB9IbJDqJC9UWHNquOTxzKnw1g287HcspC45gWVRWedXUOhERkdUMyA86CBGR+lZ9kiMb9r0I5k6m4xt3cLvfycW+CY+UHcTj5ftTktbqb+NlFfoUWbu61MC4DXgWaEV4+9SWwL3AkPoPS+JFZcGhgsIinHDBoXtz8lh+576wYCYcegtbDrmPawZ0IyszAwOyMjMYM2AnvdiKiEhV9wOnBB2EiEjMpDeD3U+j+QVzmbXHeApCHbg4bQrvNR3Bi1s/S//NV65qWt24e3TOPHLnqK6cSCVz99o1NPsDaOfuxWZW6O6ZZtYcmOvunRs0yhpkZ2d7fr6+yGlIPW+YuUbl5X1TPuaOtDsot1Q2HjIFOvVcy7NFRCQZmNlsd89ez+e+THjGJoS/ONkHmA8sim7n7gdtUJANRGMNEal3iz+F9+6GeU9CeQlscxB0P4ueT1ZQsPSvvzXPyszgnYv3DyBQkdip7VijLjUwSqNuLzWzNsBSoF1dg5PEsbqwkDM89AIXpU5hvndkePH5vK3khYiIrNvbVe6/FUgUIiLxot2O0P8u6H0l5D8AH94Pj/ZnYsXmTAwdzNTyPSmOWqGvQp8iq9UlgTGb8LapLwCvA48CK4FP6j8siRftMzP4tXApY9LuZ0DobV4o786o0uFskrnxup8sIiKNnrtfHXQMIiJxqXkb6HUx9DwPPn2a1Kk3Mi5lAhelTmFSeW8eLTuQX2m1RqFP1ciQxq4uCYxTWV0z43zgBqAFMLS+g5L4cdm+m9J++ih2YgE3lh7L+PIjyEhLVYFOERFZL2bWERgEdAAWAo+7+/fBRiUiEqC0ptDtRD71Xlz77BRO5AVGpuZwRmgqL3lPWnUfCayukVFUWg6srpEBKIkhjUatExjuXhB1+zdA+6Inu1++4OD3TqQsdQmXpFzEE8U7k6VMr4iIrCcz60u4IHg+8B2wC3ClmR3p7tODjK0qM+sH9OvcOZAyXyLSCPXftQPYQK7M25Xrl37D2Ru9whG8TurrA+C7vXm3YG/+Kt2e6H0YikrLGZc3X2NzaTRqXcQTwMw2B7oSnnmxirtPrue4akWFtRrQ16/CU0MgbSMYNAXadws6IhERCciGFPGscp55wJjocYOZDQQuc/cdNvT8DUFjDREJVNEfMPth+GACLCvg24q2PFjel6fL92UlTYHw/tTf3nBosHGKbKB6L+JpZsOBO4FCYEXUQw4EksCQ+lF1Ld1dXebS9ZNroc12MOgJaNUh6BBFRCQ5dAKmVDn2BDAh9qGIiCSAjI1hr/Ogx9lcccMYjix+jmvSHuaC1Kd4vHx/Hik7CMvcPOgoRWKmLjUwLgeOc/dnGyoYib3otXQpVDDkz/vo+vFLLG67D+2GTYYmLdZ9EhERkdp5HegFzIw6ti/wRhDBiIgkjFAaux5yCoNydme74i8YljqN00IvcmroJRZvchD82AI23y3oKEUaXF0SGM2VvEg+4/LmU1RaTgZ/8d+0uzgoNJsHy/rwYOFpvKnkhYiI1K+vgWfNLJdwDYxOQH9gopldUtnI3a8PJDoRkThWWediXF46Iwr/SbdWyxm7+Xts82MOTOwNHXaD7mfCdkdAqC4f80QSR13+ZT9lZoe6+4sNFo3E3E+FRWzKUiamj2Mn+5YrSwfzcHkfbGlJ0KGJiEjy6Qp8BHSM/BC5H11oyQElMEREqtG/W1aVgp3HQ/F/YO5keO9ueHoYtOwAewyHXQdDRmZgsYo0hLUmMMwsek1qU+BJM5sJLIpu5+7DGyA2iYHdWhYy9q+raWd/cHrp+bxS8S+ANfabFhERqQ/uvl/QMYiIJJ0mLWCP02G3U+F/eSx55VZav3wFK2Zcx/TU/WnZawQH7t0z6ChF6sW6ZmCkRd0uB56s5rgkqoKPeJTLWGmlnFByCR/5PwHISAsxqk+XgIMTEREREZFaSwmRW7QLo3++gC3LFjAsdTqHl80g9ZXpLPqsF//ocz502hvMgo5UZL2tNYHh7kOj75tZc+AwoAOwEHjR3Zc3XHjSYL56BZ48mSYbbcpbe93Nz++WYJFdSEb16aK9pEVEpF6Y2RvAFe5eY6FOM9sXuNrde8UsMBGRJFRZ3+5zOnFh6RmM5XhOTH2Zkxe/Cg/3g7Y7QfczmVq+J2Nf+XbVLoQa/0uiqMs2qtnAi0AR8CPhtau3m9kh7q4N0hPJ3MkwdUR4m9QTnqZ3i3b03ifooEREJEldD4w3szTgFeBzYBnQEtgeOAAoA84PLMJqmFk/oF/nzp2DDkVEpNZ+Kixa4/4SMrm17BjuLjuCL49dDrPGw3Nn0cNbcVTZgUziAAoKYXTOPAAlMSTupdSh7XjgFnfv5O57u/sWwE3A3Q0TmtQ7d3jzJsg9EzrtBUNeghbtgo5KRESSmLvnufsOwIjIoROBSyO/DTjX3Xdw97ygYqyOuz/v7sNbtWoVdCgiIrVWUx27TTNbwa4nw1mzOC/tSuZVbMn5aU/zbpNzGZs6gY5l3zIub36MoxWpu7rsQrIdcHOVY7cAl9dfONJgKipg+sXwwb2w07FwxF2Qmh50VCIi0khEEhRxlaQQEUk2o/p0YXTOPIpKy1cdW6O+nRnPLe9CLv/H1mUFDA1N56jQWxyX+jpvr9gR/lcKnQ+ElBRy5xQwLm++lplIXKlLAmMusGPkd6WdqtyXOJM7p4Bbpn/OeStvY0Dobb7eejCdj7wNUuoy+UZEREREROJdZYJhbYmH9pkZFBQWscCzuKzsFG4qO5aBodcYmvYyTD4WNt2GuVkDuWbO1vxeGt67oaCwSMtMJC7UJYExA3jBzO4Hvgc6AcOACWY2qLKRu0+u1whlveXOKeDKnNmM4zYOCs3mptJjmPi/gxnz8SK98IiISMyZ2beAV/NQMeGxxWR3fyS2UYmIJJf+3bLWOtavOkujkBY8lHIk2/YbzRFpH8J7d9H1k2uYmdKMx1P35+Gyg1jMphSVljMub74+R0ig6pLAGAaUAoOjjpVFjldyQAmMOHHX9LnczRj2DH3OFaWDeaS8D5RX6IVHRESC8gBweuT398AWwBDgUcJbtN9iZm3dfVxgEYqIJLmaZmkc0S0L6AQ7Hc3Rl9zKsNRpDA+9wKmhl3ipYg8eKOvLJ4VrFjbWMhOJtVonMNx9y4YMROrZyt+5qegydkj5jvNKziK3Yq9VD1WtTiwiIhIjBwKHufuq5adm9gxwh7vvY2bTgImAEhgiIg1orbM0zFjUqitnFXahg/3CkFAex4Ve54gm7/KJbQuflcK2h5H7yc9rzOTQMhOJBRVCSEbLfoIHD2bblB85o/TfayQvoObqxCIiIg1sF2BelWOfAV0jt98G2sc0IhER+ZtRfbqQkRZiobfh2rKT6FF8B9dXDGbrjD/hqcFwezd+fPFGUkuXr/G8ymUmIg1FCYxk8/u38EAfWLqQD/ecwDuh3dd4eI0qxCIiIrH1FTCyyrERkeMAbYHliIhIoPp3y2LMgJ3IyszAgFaZm7L9kRfR7MJP4LjHIHNzRpQ9xKwm53Bl6sN0tJ9XPVezvaUh1aUGhsSZqmvOrurZhAM/OBXKimDwVPbK+hdjWmtdmoiIxI2zgRfNbATwA9ARaAEcGnl8R+DGgGITEZEoNS4z2a4fbNePYdffx2FFuZwYeoXBoRm8UrErE8sOYWHLbms0V50MqU/mXl0x8MSQnZ3t+fn5QYcRiNw5BWusOdvaCpiSfh0tm6TQZNjz0G7HgCMUEZFkYWaz3T27ns7VEjic8FKRAuAFd19aH+euT2bWD+jXuXPn07766qt1thcRaWwqP4+0KP2Vk1Jf5oTQK2xif1LYajsy9z8PdhhA7rwla3xmgfCM8DEDdlISQ9ZQ27GGlpAkqHF581e9EHSxH3gi/T84MIyrlLwQEZG45e7L3P0xd7/R3SfFY/ICwN2fd/fhrVq1CjoUEZG4VLnMJC2zPbeUHcvRTe9nzi5XkZlWAc+eDrftyC8vXkvT0j/WeJ7qZMiG0BKSBFW5tmwH+45H06+nmHQGlVzKd8WbBRyZiIhI9czMgPOBU4HNgR+B+4Fb3b0iyNhERKTu/r7M5GDw82DBqzBrPMMXTObkJk/xbPlePFB+MF95B0B1MmT9KYGRoNpnZrDp0k95NH0My9mIQSWX8oO3JUs7jIiISPy6BBgGjAUWAFsD/wdkANcGGJeIiNQXM+jcGzr35oTrH+bQlbkMCL3FwNTXeLN8JyaWH8LXLfYIOkpJUEpgJKgxu62k25vX84c3Z1DpZSz01tphRERE4t1Q4FB3/zJy/1UzewOYhhIYIiJJ55iDezM6py3jio9lUGgmJ6fO4OHQWJalbQX5I2Dn48n97A8V+ZRaUwIjEX0/i33eP50/m7dhZNllFJQ0I0v/s4uISPzbhPDMi2jfAJkBxCIiIg2s8rPJuLz5jC/szwvNj+bmHb4he9Hj8MK/Kcm7ip+L96OspDfOJhQUFjE6Z94azxWJpgRGovnxA5h0NLRoR/PBL/Bsy38EHZGIiEhtzQFGAddHHbsQmBtMOCIi0tCq3Y7Vz4Dv32XWI1dzmj3HsCbP80JFdyaWHcynpVsxLm++EhhSLSUwEsnC2fDYUdCsNQx+HpS8EBGRxPJvYIaZnQ58B3QCmgAHBRiTiIjEmhl06smQlSPpYD8zNJTHsaHXObLJO7xfsS0PLusLFftCSijoSCXOKIERp3LnFKyxFuzaPcrZ7/1TIGNjGPICtGwfdIgiIiJ14u6fmNk/gUNZvQvJi+6+LNjIREQkCO0zM/ixsC3XlJ3MrWVHc2zoNYam5nFP+m1w+7OwxxnQ7URyv1iuOhkCKIERl3LnFDA6Zx5FpeUAtFz6Jd1ev5aVG7VioyEvQKsOAUcoIiJSO2Z2yVoe3hI4x8xw9+vX0k5ERJLQqD5dVn3uWc5GTCw/lCdSDuWB7r+w++IpkDea0levZWnJvljpQThtVCejkYtJAsPMNgceAdoBFcAEd/9vNe16AbcBacCv7r5vLOKLN+Py5q9KXnSxH5iUfh0racJp5ZfzVGbHgKMTERGpkwNr0cZZsy6GiIg0AtFFPqNnV+zeLQsYCgWzeW3iVQyyPE5Mn8aMimwmlh1MfmmXv9XJqDqDXbM0klOsZmCUARe4+0dm1gKYbWYvu/vnlQ3MLBMYD/R19x/MrE2MYos7PxUWAdDZFjIp/XpKSGNgyWX8UNwq4MhERETqxt33CzoGERGJX9UW+ayU9S9OX3kGbTmGk1NfZlDoVQ5u8iEfV2wVrpNRthekpv9tBrtmaSSvlFj8EXdf5O4fRW4vB74Aqv5LGgTkuPsPkXa/xCK2eNQ+M4NOtojH06+jghQGllzG996O9pkZQYcmIiIiIiISM+0zM1jMptxYdjw9iu/g0tJhNKeI29LHw393hjdv4t7pH65KXlQqKi1nXN78gKKWhhKTBEY0M+sEdAPer/LQP4GNzex1M5ttZifX8PzhZpZvZvlLlixp2GADcsU+LZmcPoYUKhhYcinf+j/ISAsxqk+XoEMTERFpFMysn5lNWLp0adChiIg0aqP6dCEjLbwbSRFNmVTem35+C7O63w2tt4WZ/yHnr9O4LnUiW1vBGs+tnNkuySOmCQwzaw48A5xXTcXxVOBfhCuT9wEuj1QqX4O7T3D3bHfPbt26dYPHHHN/LqHP7DNonfYXFzS5im88i6zMDMYM2EnTn0RERGLE3Z939+GtWmn5pohIkPp3y2LMgJ3IyszAgKzMDK4fsAs9+g6Ck3PhzFm8kroPR4fe5NUmo3gwbSx7p3wCuGawJ6GY7UJiZmmEkxeT3D2nmiYLCRfuXAGsMLM3gV2A/8UqxsAVFcJjR8LShaSd9CwPbdEj6IhEREREREQCtdY6GW23p/yw29k/520GVMzg5NSXeTR0A195B/7cdjiU9oA0JTKSRax2ITFgIvCFu99SQ7PngDvNLBVIB/YAbo1FfLFWbYXcHTJh8nHwy5cwcAooeSEiIiIiIrJO4eTGXozLa82Ewn6c1CKfERkz2GbuFfC//0L2MNjtVGjRLuhQZQOZuzf8HzHbC3gLmEd4G1WAS4COAO5+T6TdKGBopM397n7b2s6bnZ3t+fn5DRV2g6haIRegZVoFL7e7m7a/zoKjH4AdjgwwQhERkTWZ2Wx3zw46jiAk4lhDREQAd/jubXhvPMyfBimp/JB1CFf8vA9vLPuHtlqNM7Uda8RkBoa7vw1YLdqNA8Y1fETBGZc3f43kRYhybuAO2i75AA6/U8kLERERERGRDWUGW+4d/vltAd+8cBNtv3mGh+w53kvfjonLDubSnL8AbbWaSGK+C0ljt2YlXOf61IkcEvqA/5SeCLueFFhcIiIiIiIiSWnTrTlp0TH0KL6T60oH0cGWcF/6Lbxo5/HtizdD8fKgI5RaUgIjxqIr4V6UOoXjUl/nv2UDmN7iqACjEhERERERSV4/FRaxjGbcV34Y+xbfytkl5/IbLfl32US4ZQfIuxT++J7cOQX0vGEmW178Ij1vmEnunIJ1n1xiRgmMGKvcx3hoaBpnpj7PY2UHcI8dy6g+XYIOTUREREREJClFf5FcTogXK7pzVMnVnJY+FjofAO/djf+3K01zh9J26cc4TkFhEaNz5imJEUeUwIix/t2yeHiPhVye9hh55dnc2+xMxgzYWeuuREREREREGkjlF8nRMtJCHHpwPzjmQRj5MZNCR9CDeeQ0uYrc9Cs4POVdSkuLGZc3P6CopaqYFPGUKN++ye5zRkPH7vQ56Vn6aE9iERERERGRBlX5hfG4vPn8VFj0911IMjfn8hXHcD39OCr0JkND07k9/U4u9k14ZPlBUNQNMjYOsAcCSmDE1uJ5MOUE2GRrGPg4KHkhIiIiIiISE/27Za115nv7zAwKCuHR8oN4rLw3+6XM5ZTQNC5OmwK3TIWug2CPM2CzbWIYtUTTEpJY+eN7eOxoaNICTnxa2TsREREREZE4Er3MxElhZsWunMoVzOyVAzscCR89Andmw6Rj4ZvXwT3YgBshzcCIhZW/w2NHQVkRDMuDVh2CjkhERERERESi1LTMZP9uWcAB0Psq+HAifHg/PHIEtNkBup8JOx0DaU2DDL3RME/grFF2drbn5+cHHcbalayERw6HRZ/AybmwxZ5BRyQiIlInZjbb3bODjiMICTHWEBGR2Cr9Cz59GmaNh18+g2atIfsU2O0UaN6G3DkFNdfakGrVdqyhGRgNoPIf7KLCFUzc6C56VeRjxz6i5IWIiEiCMLN+QL/OnTsHHYqIiMSbtKbQ7UToegJ8+0Y4kfHGDfD2LXzf/hAe+q4HBaWbA6zaihVQEqMeqAZGPcudU8DonHkUFBbxf6lPsF/FLMZWnERu8b+CDk1ERERqyd2fd/fhrVq1CjoUERGJM7lzCuh5w0y2HP0SPZ+sIHf7W+Gc2bDrybT5cRq5oYuYlHYdB6TMxqigqLRcW7HWEyUw6tm4vPkUlZYzMPQqZ6Q+zyNlB3JPSR/9gxUREREREUlw0V9YO6tnWOT+mAGH3kyPv+7ghtLj2TJlERPTb+bV9As5KTSDwsI/gg49KSiBUc9+Kixi75RP+E/qg7xWvgtXl50MGD8VFgUdmoiIiIiIiGyAyi+so0XPsGiW2Zp7yg9nn+LbGFFyDstoxn/SHmJW0xEw43JYujCAqJOHEhj1rGfLXxif9l++8g6cU3ou5YS34WmfmRFwZCIiIiIiIrIhavpiuvJ45VasZaTyfMWe9C+5hoHl17C8/V4w6064bWd4aij8+GEsw04aKuJZn5YvZkJoLMtpytCSUawgnLTISAsxqk+XgIMTERERERGRDdE+M4OCapIYlV9Y/30r1o04rs/RZHUbCYU/wPv3wkePwGc50GE36H4WbHc4hPTRvDb0X6m+lKyAx49no7JlvN/rYULvhzBtmyMiIiIiIpI0RvXpwuiceWssI6n6hXX/blnVf/7L7Ah9roNeF/PJC+PZ5NMH6PD0UBazGb9uP5gd+50LGZmrmms71r9TAqM+VFRAznBY9DEcP5n9uhzIO/sFHZSIiIiIiIjUp7/PsKh7YiH382WMnrsLxaU3cUDKR5ySOo3un99M2fzxpP7rJNjjDHJ/aLpGokTbsYYpgVEfXrsWvnwB+t4AXQ4OOhoRERERERFpIDXOsKil1YVAU3i5IpuXS7LZwb7jnIwZHJz/IHxwH5ulZNO1/CBmsT1gwOpioY05gaEinhtq3tPw1s2w62DY44ygoxEREREREZE4Vl0h0M+8E2etHA7//hT2GcV25V/yePp1vJR+CUeH3iCd0hqf25gogbEhCj6C586GjnvCITeBWdARiYiIiIiISByraYfK9pkZ0KId7H8pRze9j4tKTyNEOTel3cs7Tc7l3FAO27cqjnG08UUJjPW1fDFMOQGatYHjHoXU9KAjEhERERERkThXudVqtKqFQEf23ZmpKb3pUzKWk0ou5tOKTpyf9jRTS0+H586Bnz+PddhxQTUw6ih3TgH/nT6PW4ouZduU35jV63H2b7ZZ0GGJiIiIiIhIAqhNIdDoNm8X7sw3Lffg6j1T6b00Bz6eAnMeha16MavNcYya04aCpcWNYqcSc/egY1hv2dnZnp+fH7O/lzungNE5n3Atd3JU6G1OLzmPN0M9GDNgp6T+RyIiIo2bmc129+yg4whCrMcaIiIi67Tyd5j9IEXv3EPGX7+woOIfPFjel2fK94a0Zgn5+bS2Yw0tIamDcXnzObFiKkeF3uaW0qPJq9h9VSVYERERERERkQa30Saw9wX09TsZWXIWK2jKtWkPMqvJCEb4JB6c/m7QETYYLSGpg38ue5fRaY/zYvnu3FHef9Xxxl4JVkRERERERGLrh6VlfM9ePFfSk2ybzymp0zg99Dyn/fUiPD0depwFWf8KOsx6pQRGbf22gDvS7+KLio5cWHoGHjV5paYqsiIiIiIiIiINoX1mBgWFRYCR79uSX7otHewXztnoVY7/Xx58+jRsvgd0Pwu2PQxCif/xX0tIaqP4T5hyAmnp6Zzroyii6aqHqlaLFREREREREWlo1e1m8lvqP2h62Fg4/3PoMya8e+ZTg+H2bvDunfDX0oCirR9KYKyLO0wdAb/Op8lxDzJiwP5kZWZgQFZmRkIWSBEREREREZHE1r9bFmMG7FT959OmLcNLSM6dw/u73c7cZc1hxqWsvOGfLHjkbPj9m6DDXy+JP4ekob03Hj7LgQOugK33pz8oYSEiIiIiIiKB698ta62fT3M/Xszo99pSVHoZO9o3DEudTr8Fj+O3T8K2PRS6nwlb9ASzGEa9/jQDY22+extmXB5eL7TX+UFHIyIiIjFiZv3MbMLSpYk91VZERBq3cXnzKSotB+BT34rzS8+iZ/HtPBIaAN+/Aw8dCvfuAx9PgbKSgKNdNyUwarK0AJ4aAptsBf3vTpiMlIiIiGw4d3/e3Ye3atUq6FBERETWW3U7Zv7Cxly14ij49+dw2K1Q9hc8ezrctiO8MQ5W/BZApLWjBEZ1yorDhU5KVsJxj4XXD4mIiIiIiIgkkJp2zGyfmQHpG0H2MDjrfTjhGWi7A7x2Ldy6PUw9F375MsbRrpsSGNWZPhoWfgj9x0ObbYOORkRERERERKTOqtup5G87aaakkPvndvQsGMFBxTfynO9N+dwpMH4PePRI+OqV8OYWcUAJjKrmTob8ibDnubBD/6CjEREREREREVkva92pJCJ3TgGjc+ZRUFjE/7wDI1cMZe/SO/l823Ph589g0lFw1x6Q/2B4lUKAzOMkk7I+srOzPT8/v/5OWLwcbtsJ2u4IJ+VCSJu0iIiImNlsd88OOo4g1PtYQ0REJM70vGEmBdXUysjKzOCdC/cK78o56y5Y/AlkbAIDp0DHPeo1htqONTQDI0ru58s4ufwKsr8cRM9xb5I7pyDokEREREREREQaTHWFPlcdT02HXY4nd/fHOSv9Wqb+2YUDJ/0a2GdlTTGIqJw2U1TaNnygsIjROfMA1rqvroiIiIiIiEiiap+ZUe0MjMoCoLlzChj97KcUlW7FS4yApQT2WTkmMzDMbHMze83MvjCzz8xsZDVtepnZUjObG/m5IhaxVYreH7dSUWk54/LmxzIMERERERERkZhZV6HPePqsHKsZGGXABe7+kZm1AGab2cvu/nmVdm+5+2EximkNa502IyIiIiIiIpKEKmdRjMubz0+FRbTPzGBUny6rjsfTZ+WYJDDcfRGwKHJ7uZl9AWQBVRMYgVnXtBkRERERERGRZNS/W1aNy0Hi6bNyzIt4mlknoBvwfjUP9zCzj81smpntUMPzh5tZvpnlL1mypN7iqtX+uCIiIiIiIiKNSDx9Vo5pEU8zaw48A5zn7suqPPwRsIW7/2lmhwC5wDZVz+HuE4AJEN7arL5i5uRZYwAACqhJREFUW9e0GREREREREZHGJp4+K8csgWFmaYSTF5PcPafq49EJDXd/yczGm9lm7v5rrGJc27QZERERERERkcYoXj4rx2oXEgMmAl+4+y01tGkXaYeZ7R6J7bdYxCciIiIiIiIi8S1WMzB6AicB88xsbuTYJUBHAHe/BzgaONPMyoAi4Hh3r7clIiIiIiIiIiKSuGK1C8nbgK2jzZ3AnbGIR0REREREREQSS8x3IRERERERERERqSslMEREREREREQk7lkil5kwsyXA9w1w6s2AmO1+EkPqV2JRvxKL+pV4krVvDdGvLdy9dT2fMyForFFn6ldiUb8Si/qVWNSvuqnVWCOhExgNxczy3T076Djqm/qVWNSvxKJ+JZ5k7Vuy9ivZJOt1Ur8Si/qVWNSvxKJ+NQwtIRERERERERGRuKcEhoiIiIiIiIjEPSUwqjch6AAaiPqVWNSvxKJ+JZ5k7Vuy9ivZJOt1Ur8Si/qVWNSvxKJ+NQDVwBARERERERGRuKcZGCIiIiIiIiIS95TAEBEREREREZG4pwRGFDPra2bzzexrM7s46Hjqk5l9Z2bzzGyumeUHHc/6MrMHzOwXM/s06tgmZvaymX0V+b1xkDGujxr6dZWZFUSu2VwzOyTIGNeHmW1uZq+Z2Rdm9pmZjYwcT+hrtpZ+JfQ1M7OmZvaBmX0c6dfVkeNbmtn7kev1hJmlBx1rXaylXw+Z2bdR16tr0LGuDzMLmdkcM3shcj+hr1eyS9axRrKMM0BjjSBjXB8aayTWNdNYQ2ONDaUERoSZhYC7gIOB7YGBZrZ9sFHVu/3cvWuC70f8ENC3yrGLgVfdfRvg1cj9RPMQf+8XwK2Ra9bV3V+KcUz1oQy4wN23A7oDZ0f+v0r0a1ZTvyCxr1kxsL+77wJ0BfqaWXdgLOF+bQP8AZwSYIzro6Z+AYyKul5zgwtxg4wEvoi6n+jXK2k1grFGMowzQGONRKOxRmLRWCMxxc1YQwmM1XYHvnb3b9y9BJgCHBFwTFKFu78J/F7l8BHAw5HbDwP9YxpUPaihXwnP3Re5+0eR28sJv/BlkeDXbC39Smge9mfkblrkx4H9gacjxxPxetXUr4RnZh2AQ4H7I/eNBL9eSU5jjQSgsUZi0VgjsWiskXjibayhBMZqWcCPUfcXkgQvElEcmGFms81seNDB1LO27r4Iwi/2QJuA46lP55jZJ5Fpnwk19bEqM+sEdAPeJ4muWZV+QYJfs8gUwbnAL8DLwAKg0N3LIk0S8rWxar/cvfJ6XRe5XreaWZMAQ1xftwH/B1RE7m9KElyvJJbMY41kHmdAEr1vVSOh37eiaayRGDTWSDhxNdZQAmM1q+ZYUmTNInq6+66Ep62ebWb7BB2QrNPdwNaEp6EtAm4ONpz1Z2bNgWeA89x9WdDx1Jdq+pXw18zdy929K9CB8LfF21XXLLZRbbiq/TKzHYHRwLbAbsAmwEUBhlhnZnYY8Iu7z44+XE3ThLteSSyZr4/GGYkp4d+3KmmskTg01kgc8TjWUAJjtYXA5lH3OwA/BRRLvXP3nyK/fwGeJfxikSx+NrN/AER+/xJwPPXC3X+OvBBWAPeRoNfMzNIIv/FOcvecyOGEv2bV9StZrhmAuxcCrxNed5tpZqmRhxL6tTGqX30j03Pd3YuBB0m869UTONzMviO8FGF/wt+SJM31SkJJO9ZI8nEGJMH7VnWS5X1LY43EpLFGQoi7sYYSGKt9CGwTqaiaDhwPTA04pnphZs3MrEXlbeAg4NO1PyuhTAUGR24PBp4LMJZ6U/mmG3EkCXjNImvkJgJfuPstUQ8l9DWrqV+Jfs3MrLWZZUZuZwC9Ca+5fQ04OtIsEa9Xdf36Mmpga4TXbibU9XL30e7ewd07EX7PmunuJ5Dg1yvJJeVYoxGMMyDB37dqkujvW6CxBgl2zTTWSKzrFY9jDXNPuNk5DcbC2xDdBoSAB9z9uoBDqhdmthXhb0MAUoHJido3M3sc6AVsBvwMXAnkAk8CHYEfgGPcPaGKVNXQr16Epwc68B1weuVazkRhZnsBbwHzWL1u7hLCazgT9pqtpV8DSeBrZmY7Ey7EFCKc4H7S3a+JvIZMITz1cQ5wYuSbhISwln7NBFoTngo5FzgjqgBXQjGzXsCF7n5Yol+vZJeMY41kGmeAxhqJ9L4FGmuQYNdMYw2NNTY4DiUwRERERERERCTeaQmJiIiIiIiIiMQ9JTBEREREREREJO4pgSEiIiIiIiIicU8JDBERERERERGJe0pgiIiIiIiIiEjcUwJDRDCzDmbmZtaplu2HmNnXDRzTGWb2aD2d6wkzO6U+ziUiIiJ1p7GGiNSH1KADEBGpysyaAdcAPerplFcCb5jZZHcvqqdzioiISILSWEMkMWkGhojEoxOBee6+oD5O5u5fAl8DA+vjfCIiIpLwNNYQSUBKYIg0QmbWzsymmtlSM/sf0LeaNqeZ2aeRNnPM7KC1nO94M/vYzJaZ2SIzuzfyzQZmdqaZfVyl/dZmVmZmW9Rwyv7Ay1We852ZnRh1v1NkKmqHyP3ekTiXmdmvZvZKlXO+HDmviIiINDCNNUSkISiBIdI4TQLKgY7APsCQ6AfNbDhwEXACsDFwKZBjZp1rON9SYBCQCewd+bks6m9tbWa7RbU/BXjF3b+v4Xy7Ap/XrUs8AtwOtAKygOuqPD4vcl4RERFpeBpriEi9UwJDpJExsyxgf+BCd1/q7ouBq6s0Oxe4xt0/dvcKd38JeA04vrpzuvs0d/8s0vZrYDxwQOSxZcAUwgMJzCwEDAbuW0uYGwPL6ti1EmBroK27F7v7a1UeXwZsUsdzioiISB1prCEiDUUJDJHGp0Pkd/Q3Et9WabMlcJeZFVb+APsR/rbhb8zsQDN7y8yWmNkyYCzQOqrJvcBAM9sIOIRwAeGpa4nxD6BlrXsUdgSwDTDPzD43s/OqPN4S+L2O5xQREZG601hDRBqEEhgijU9B5Hf0mtAtq7T5Hhjm7plRP83d/cyqJzOzdCCX8DcfHd29JeEpoVbZxt0/BBYAxxD+duQhdy9dS4xzgO2rHPsTaBZ1v330g5FvcI4D2gCnA2PMbP+oJjtGzisiIiINS2MNEWkQSmCINDLuvhB4HbjRzFqaWVvg8irNbgWuMrOuFpZhZnuZ2bbVnDIdaAr84e5FZrY9cE417SYAFxD+VuT+dYSZC/Suciyf8Dcrzc2sdXTMZpZuZoPNbDN3d8LfqlQAZVHPPzByXhEREWlAGmuISENRAkOkcRoENAF+BN4iXJRqFXe/D7gReJDwG/QPhN/E06qeyN3/BM4kPEj5E7gLmFzN35xE+NuXd9z9q3XE9yiwi5ltFXXsMsLFwBYRHhRNqfKc44AvIzFMBa509zcBzKwL4Smf1cUlIiIi9U9jDRGpdxZOIIqINCwzM+Ab4FJ3X+ebu5mdAfR095Pq4W8/Drzq7uv6NkZEREQSlMYaIslPCQwRiYnIvupjgS3dvSToeERERCS5aKwhkvxSgw5ARJKfmS0hvEb0FA0oREREpL5prCHSOGgGhoiIiIiIiIjEPRXxFBEREREREZG4pwSGiIiIiIiIiMQ9JTBEREREREREJO4pgSEiIiIiIiIicU8JDBERERERERGJe/8P26MbDZcM8nEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8db6438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qf.fit_exp()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available data entries: [u'#iteration', u'amplitude', u'amplitude_avg', u'delay (us)', u'phase', u'phase_avg']\n",
      "Entries identified: ['/entry/data0/delay (us)', '/entry/data0/amplitude', '/entry/data0/phase']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9060cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qf.rotate_IQ_plane(['delay (us)','amplitude','phase'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xabc9a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qf.fit_exp()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'data_column': 2, 'analysis_folder': 'analysis', 'show_output': True, 'spline_knots': 0.001, 'save_pdf': True, 'store': True, 'data_dir': 'd:/qkit/qkit/data', 'datafolder_structure': 'day_time', 'save_png': True, 'show_complex_plot': True, 'show_plot': True, 'debug': False, 'figsize': (15, 7)}\n"
     ]
    }
   ],
   "source": [
    "custom_fit = qfit.QFIT()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "coordinate = np.linspace(0,10,200)\n",
    "data = np.linspace(1,41,200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "custom_fit.load(coordinate=coordinate,data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_custom(coord, a, b):\n",
    "    return a+b*coord   #line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Fit function unknown. No guesses available but I will continue with the specified fit function.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xabc9b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "custom_fit.fit_function = f_custom\n",
    "custom_fit.p0 = [1,5]\n",
    "custom_fit.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
